Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	812808
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	155.0 MiB
Average record size in memory	200.0 B

Variable types

Categorical	6
Numeric	18

Alerts

`hear_left` has constant value ""	Constant
`hear_right` has constant value ""	Constant
`urine_protein` has constant value ""	Constant
`height` is highly overall correlated with `weight` and 2 other fields	High correlation
`weight` is highly overall correlated with `height` and 3 other fields	High correlation
`waistline` is highly overall correlated with `weight`	High correlation
`sight_left` is highly overall correlated with `sight_right`	High correlation
`sight_right` is highly overall correlated with `sight_left`	High correlation
`SBP` is highly overall correlated with `DBP`	High correlation
`DBP` is highly overall correlated with `SBP`	High correlation
`tot_chole` is highly overall correlated with `LDL_chole`	High correlation
`LDL_chole` is highly overall correlated with `tot_chole`	High correlation
`hemoglobin` is highly overall correlated with `height` and 2 other fields	High correlation
`serum_creatinine` is highly overall correlated with `sex`	High correlation
`SGOT_AST` is highly overall correlated with `SGOT_ALT`	High correlation
`SGOT_ALT` is highly overall correlated with `SGOT_AST` and 1 other fields	High correlation
`gamma_GTP` is highly overall correlated with `SGOT_ALT`	High correlation
`sex` is highly overall correlated with `height` and 4 other fields	High correlation
`SMK_stat_type_cd` is highly overall correlated with `sex`	High correlation

Reproduction

Analysis started	2023-09-16 11:23:21.688462
Analysis finished	2023-09-16 11:25:56.456169
Duration	2 minutes and 34.77 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

sex
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.2 MiB

1	410618
0	402190

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	812808
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	410618	50.5%
0	402190	49.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	410618	50.5%
0	402190	49.5%

Most occurring characters

Value	Count	Frequency (%)
1	410618	50.5%
0	402190	49.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	812808	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	410618	50.5%
0	402190	49.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	812808	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	410618	50.5%
0	402190	49.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	812808	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	410618	50.5%
0	402190	49.5%

age
Real number (ℝ)

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.693727

Minimum	20
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	20
5-th percentile	25
Q1	35
median	45
Q3	55
95-th percentile	70
Maximum	85
Range	65
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	13.912102
Coefficient of variation (CV)	0.2979437
Kurtosis	-0.56666157
Mean	46.693727
Median Absolute Deviation (MAD)	10
Skewness	0.15804923
Sum	37953035
Variance	193.54658
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
40	110095	13.5%
50	106637	13.1%
45	99448	12.2%
55	90543	11.1%
60	84267	10.4%
35	71799	8.8%
30	67334	8.3%
25	57920	7.1%
65	40465	5.0%
70	36362	4.5%
Other values (4)	47938	5.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	20162	2.5%
25	57920	7.1%
30	67334	8.3%
35	71799	8.8%
40	110095	13.5%
45	99448	12.2%
50	106637	13.1%
55	90543	11.1%
60	84267	10.4%
65	40465	5.0%

Value	Count	Frequency (%)
85	1747	0.2%
80	9176	1.1%
75	16853	2.1%
70	36362	4.5%
65	40465	5.0%
60	84267	10.4%
55	90543	11.1%
50	106637	13.1%
45	99448	12.2%
40	110095	13.5%

height
Real number (ℝ)

HIGH CORRELATION

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	162.14691

Minimum	130
Maximum	190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	130
5-th percentile	150
Q1	155
median	160
Q3	170
95-th percentile	175
Maximum	190
Range	60
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	9.229772
Coefficient of variation (CV)	0.056922282
Kurtosis	-0.54991109
Mean	162.14691
Median Absolute Deviation (MAD)	5
Skewness	0.02464736
Sum	1.317943 × 10⁸
Variance	85.188691
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
160	152062	18.7%
165	142807	17.6%
155	141606	17.4%
170	132508	16.3%
150	90337	11.1%
175	79989	9.8%
145	30802	3.8%
180	29438	3.6%
140	6621	0.8%
185	5473	0.7%
Other values (3)	1165	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
130	53	< 0.1%
135	826	0.1%
140	6621	0.8%
145	30802	3.8%
150	90337	11.1%
155	141606	17.4%
160	152062	18.7%
165	142807	17.6%
170	132508	16.3%
175	79989	9.8%

Value	Count	Frequency (%)
190	286	< 0.1%
185	5473	0.7%
180	29438	3.6%
175	79989	9.8%
170	132508	16.3%
165	142807	17.6%
160	152062	18.7%
155	141606	17.4%
150	90337	11.1%
145	30802	3.8%

weight
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.650017

Minimum	25
Maximum	120
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	25
5-th percentile	45
Q1	55
median	60
Q3	70
95-th percentile	85
Maximum	120
Range	95
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	12.144865
Coefficient of variation (CV)	0.19385255
Kurtosis	0.23851359
Mean	62.650017
Median Absolute Deviation (MAD)	10
Skewness	0.55355502
Sum	50922435
Variance	147.49775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
55	128095	15.8%
60	126021	15.5%
65	115713	14.2%
50	108492	13.3%
70	98384	12.1%
75	71444	8.8%
45	54686	6.7%
80	44659	5.5%
85	24991	3.1%
40	13750	1.7%
Other values (10)	26573	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25	4	< 0.1%
30	98	< 0.1%
35	1414	0.2%
40	13750	1.7%
45	54686	6.7%
50	108492	13.3%
55	128095	15.8%
60	126021	15.5%
65	115713	14.2%
70	98384	12.1%

Value	Count	Frequency (%)
120	117	< 0.1%
115	319	< 0.1%
110	650	0.1%
105	1479	0.2%
100	3017	0.4%
95	6500	0.8%
90	12975	1.6%
85	24991	3.1%
80	44659	5.5%
75	71444	8.8%

waistline
Real number (ℝ)

HIGH CORRELATION

Distinct	692
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80.395684

Minimum	27
Maximum	130
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	27
5-th percentile	65
Q1	74
median	80
Q3	87
95-th percentile	96
Maximum	130
Range	103
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.3863507
Coefficient of variation (CV)	0.11675192
Kurtosis	-0.067912587
Mean	80.395684
Median Absolute Deviation (MAD)	6.5
Skewness	0.1655121
Sum	65346256
Variance	88.103579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	31533	3.9%
81	28625	3.5%
82	28009	3.4%
84	27410	3.4%
76	27015	3.3%
83	26334	3.2%
78	26299	3.2%
86	25759	3.2%
85	24534	3.0%
79	24501	3.0%
Other values (682)	542789	66.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	< 0.1%
30	1	< 0.1%
32	2	< 0.1%
35	1	< 0.1%
40	1	< 0.1%
43	1	< 0.1%
49	1	< 0.1%
50	5	< 0.1%
50.3	1	< 0.1%
50.5	2	< 0.1%

Value	Count	Frequency (%)
130	3	< 0.1%
129	2	< 0.1%
127	5	< 0.1%
126.6	1	< 0.1%
126	2	< 0.1%
125	5	< 0.1%
124.5	1	< 0.1%
124.2	1	< 0.1%
124	9	< 0.1%
123.8	1	< 0.1%

sight_left
Real number (ℝ)

HIGH CORRELATION

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.96414934

Minimum	0.1
Maximum	2.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.4
Q1	0.7
median	1
Q3	1.2
95-th percentile	1.5
Maximum	2.5
Range	2.4
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.3393459
Coefficient of variation (CV)	0.35196405
Kurtosis	0.068300039
Mean	0.96414934
Median Absolute Deviation (MAD)	0.2
Skewness	0.04319651
Sum	783668.3
Variance	0.11515564
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
1	168161	20.7%
1.2	158996	19.6%
1.5	104596	12.9%
0.9	86787	10.7%
0.8	81221	10.0%
0.7	67158	8.3%
0.6	42124	5.2%
0.5	40534	5.0%
0.4	23575	2.9%
0.3	15548	1.9%
Other values (13)	24108	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	6888	0.8%
0.2	9274	1.1%
0.3	15548	1.9%
0.4	23575	2.9%
0.5	40534	5.0%
0.6	42124	5.2%
0.7	67158	8.3%
0.8	81221	10.0%
0.9	86787	10.7%
1	168161	20.7%

Value	Count	Frequency (%)
2.5	6	< 0.1%
2.2	1	< 0.1%
2.1	2	< 0.1%
2	7302	0.9%
1.9	26	< 0.1%
1.8	22	< 0.1%
1.7	12	< 0.1%
1.6	293	< 0.1%
1.5	104596	12.9%
1.4	12	< 0.1%

sight_right
Real number (ℝ)

HIGH CORRELATION

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.96148119

Minimum	0.1
Maximum	2.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.4
Q1	0.7
median	1
Q3	1.2
95-th percentile	1.5
Maximum	2.5
Range	2.4
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.33755081
Coefficient of variation (CV)	0.35107376
Kurtosis	0.051573498
Mean	0.96148119
Median Absolute Deviation (MAD)	0.2
Skewness	0.011058999
Sum	781499.6
Variance	0.11394055
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
1	170969	21.0%
1.2	158286	19.5%
1.5	103351	12.7%
0.9	87220	10.7%
0.8	80508	9.9%
0.7	67399	8.3%
0.6	41858	5.1%
0.5	39694	4.9%
0.4	23932	2.9%
0.3	15419	1.9%
Other values (13)	24172	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	7242	0.9%
0.2	9928	1.2%
0.3	15419	1.9%
0.4	23932	2.9%
0.5	39694	4.9%
0.6	41858	5.1%
0.7	67399	8.3%
0.8	80508	9.9%
0.9	87220	10.7%
1	170969	21.0%

Value	Count	Frequency (%)
2.5	8	< 0.1%
2.2	1	< 0.1%
2.1	9	< 0.1%
2	6279	0.8%
1.9	18	< 0.1%
1.8	27	< 0.1%
1.7	19	< 0.1%
1.6	305	< 0.1%
1.5	103351	12.7%
1.4	23	< 0.1%

hear_left
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	52.7 MiB

1.0	812808

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2438424
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	812808	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	812808	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	812808	33.3%
.	812808	33.3%
0	812808	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1625616	66.7%
Other Punctuation	812808	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	812808	50.0%
0	812808	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	812808	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2438424	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	812808	33.3%
.	812808	33.3%
0	812808	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2438424	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	812808	33.3%
.	812808	33.3%
0	812808	33.3%

hear_right
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	52.7 MiB

1.0	812808

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2438424
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	812808	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	812808	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	812808	33.3%
.	812808	33.3%
0	812808	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1625616	66.7%
Other Punctuation	812808	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	812808	50.0%
0	812808	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	812808	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2438424	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	812808	33.3%
.	812808	33.3%
0	812808	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2438424	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	812808	33.3%
.	812808	33.3%
0	812808	33.3%

SBP
Real number (ℝ)

HIGH CORRELATION

Distinct	126
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	121.47028

Minimum	70
Maximum	197
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	70
5-th percentile	100
Q1	111
median	120
Q3	130
95-th percentile	145
Maximum	197
Range	127
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	14.117634
Coefficient of variation (CV)	0.11622295
Kurtosis	0.59370473
Mean	121.47028
Median Absolute Deviation (MAD)	10
Skewness	0.40161441
Sum	98732017
Variance	199.30759
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120	64949	8.0%
110	62378	7.7%
130	56082	6.9%
118	34011	4.2%
100	27340	3.4%
119	20357	2.5%
128	19188	2.4%
116	18933	2.3%
138	18846	2.3%
124	18307	2.3%
Other values (116)	472417	58.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
70	3	< 0.1%
73	4	< 0.1%
74	2	< 0.1%
75	7	< 0.1%
76	6	< 0.1%
77	6	< 0.1%
78	11	< 0.1%
79	5	< 0.1%
80	106	< 0.1%
81	82	< 0.1%

Value	Count	Frequency (%)
197	8	< 0.1%
196	10	< 0.1%
195	15	< 0.1%
194	9	< 0.1%
193	10	< 0.1%
192	20	< 0.1%
191	12	< 0.1%
190	89	< 0.1%
189	32	< 0.1%
188	34	< 0.1%

DBP
Real number (ℝ)

HIGH CORRELATION

Distinct	91
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.538216

Minimum	33
Maximum	124
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	33
5-th percentile	60
Q1	70
median	76
Q3	81
95-th percentile	90
Maximum	124
Range	91
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	9.6466389
Coefficient of variation (CV)	0.12770541
Kurtosis	0.41680189
Mean	75.538216
Median Absolute Deviation (MAD)	6
Skewness	0.308858
Sum	61398066
Variance	93.057642
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	98221	12.1%
70	94542	11.6%
78	37022	4.6%
60	36180	4.5%
72	28502	3.5%
75	27023	3.3%
74	26611	3.3%
76	26479	3.3%
82	21850	2.7%
68	21271	2.6%
Other values (81)	395107	48.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33	1	< 0.1%
34	1	< 0.1%
36	2	< 0.1%
37	2	< 0.1%
38	1	< 0.1%
39	3	< 0.1%
40	12	< 0.1%
41	5	< 0.1%
42	9	< 0.1%
43	11	< 0.1%

Value	Count	Frequency (%)
124	30	< 0.1%
123	18	< 0.1%
122	22	< 0.1%
121	19	< 0.1%
120	216	< 0.1%
119	39	< 0.1%
118	59	< 0.1%
117	45	< 0.1%
116	69	< 0.1%
115	94	< 0.1%

BLDS
Real number (ℝ)

Distinct	130
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	96.907917

Minimum	30
Maximum	164
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	30
5-th percentile	78
Q1	88
median	95
Q3	103
95-th percentile	124
Maximum	164
Range	134
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	14.290882
Coefficient of variation (CV)	0.14746867
Kurtosis	2.9831646
Mean	96.907917
Median Absolute Deviation (MAD)	7
Skewness	1.2824403
Sum	78767530
Variance	204.22931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
92	30624	3.8%
93	30470	3.7%
95	30405	3.7%
94	30396	3.7%
91	29904	3.7%
90	29478	3.6%
96	29091	3.6%
97	28229	3.5%
89	28158	3.5%
98	27163	3.3%
Other values (120)	518890	63.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
30	1	< 0.1%
32	1	< 0.1%
34	2	< 0.1%
36	1	< 0.1%
37	1	< 0.1%
38	2	< 0.1%
40	1	< 0.1%
42	4	< 0.1%
43	2	< 0.1%
44	3	< 0.1%

Value	Count	Frequency (%)
164	348	< 0.1%
163	365	< 0.1%
162	404	< 0.1%
161	375	< 0.1%
160	426	0.1%
159	437	0.1%
158	491	0.1%
157	473	0.1%
156	524	0.1%
155	493	0.1%

tot_chole
Real number (ℝ)

HIGH CORRELATION

Distinct	333
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	194.8582

Minimum	55
Maximum	393
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	55
5-th percentile	138
Q1	169
median	193
Q3	218
95-th percentile	258
Maximum	393
Range	338
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	36.678616
Coefficient of variation (CV)	0.18823235
Kurtosis	0.37133922
Mean	194.8582
Median Absolute Deviation (MAD)	24
Skewness	0.3682965
Sum	1.583823 × 10⁸
Variance	1345.3208
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
199	9328	1.1%
189	9215	1.1%
184	9165	1.1%
186	9131	1.1%
190	9116	1.1%
188	9099	1.1%
196	9067	1.1%
197	9064	1.1%
187	9061	1.1%
192	9052	1.1%
Other values (323)	721510	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
55	1	< 0.1%
57	1	< 0.1%
58	1	< 0.1%
59	1	< 0.1%
60	1	< 0.1%
63	1	< 0.1%
64	5	< 0.1%
65	2	< 0.1%
67	1	< 0.1%
68	3	< 0.1%

Value	Count	Frequency (%)
393	2	< 0.1%
392	1	< 0.1%
391	1	< 0.1%
388	1	< 0.1%
387	2	< 0.1%
386	3	< 0.1%
385	2	< 0.1%
384	4	< 0.1%
383	5	< 0.1%
382	1	< 0.1%

HDL_chole
Real number (ℝ)

Distinct	136
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57.562079

Minimum	1
Maximum	136
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	1
5-th percentile	37
Q1	47
median	56
Q3	66
95-th percentile	84
Maximum	136
Range	135
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	14.709993
Coefficient of variation (CV)	0.25555007
Kurtosis	0.77459366
Mean	57.562079
Median Absolute Deviation (MAD)	10
Skewness	0.72727455
Sum	46786918
Variance	216.3839
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	24186	3.0%
53	23398	2.9%
52	23352	2.9%
54	23245	2.9%
51	23059	2.8%
49	22677	2.8%
55	22486	2.8%
56	22345	2.7%
48	22203	2.7%
57	21639	2.7%
Other values (126)	584218	71.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	< 0.1%
2	4	< 0.1%
3	1	< 0.1%
4	3	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	2	< 0.1%
8	3	< 0.1%
9	4	< 0.1%
10	3	< 0.1%

Value	Count	Frequency (%)
136	14	< 0.1%
135	23	< 0.1%
134	25	< 0.1%
133	19	< 0.1%
132	26	< 0.1%
131	24	< 0.1%
130	38	< 0.1%
129	23	< 0.1%
128	38	< 0.1%
127	35	< 0.1%

LDL_chole
Real number (ℝ)

HIGH CORRELATION

Distinct	295
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	113.36211

Minimum	1
Maximum	295
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	1
5-th percentile	62
Q1	90
median	111
Q3	135
95-th percentile	171
Maximum	295
Range	294
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	33.575489
Coefficient of variation (CV)	0.2961791
Kurtosis	0.38266588
Mean	113.36211
Median Absolute Deviation (MAD)	22
Skewness	0.38933664
Sum	92141632
Variance	1127.3135
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
109	9954	1.2%
104	9914	1.2%
107	9878	1.2%
110	9853	1.2%
102	9846	1.2%
112	9804	1.2%
108	9802	1.2%
115	9783	1.2%
106	9782	1.2%
111	9723	1.2%
Other values (285)	714469	87.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	24	< 0.1%
2	3	< 0.1%
3	6	< 0.1%
4	3	< 0.1%
5	7	< 0.1%
6	8	< 0.1%
7	10	< 0.1%
8	15	< 0.1%
9	11	< 0.1%
10	16	< 0.1%

Value	Count	Frequency (%)
295	3	< 0.1%
294	1	< 0.1%
293	3	< 0.1%
292	6	< 0.1%
291	2	< 0.1%
290	3	< 0.1%
289	2	< 0.1%
288	6	< 0.1%
287	6	< 0.1%
286	3	< 0.1%

triglyceride
Real number (ℝ)

Distinct	460
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	120.1464

Minimum	1
Maximum	460
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	1
5-th percentile	45
Q1	71
median	102
Q3	149
95-th percentile	262
Maximum	460
Range	459
Interquartile range (IQR)	78

Descriptive statistics

Standard deviation	69.596899
Coefficient of variation (CV)	0.57926746
Kurtosis	3.0033508
Mean	120.1464
Median Absolute Deviation (MAD)	36
Skewness	1.5753882
Sum	97655955
Variance	4843.7284
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
72	7249	0.9%
69	7153	0.9%
70	7151	0.9%
66	7143	0.9%
78	7126	0.9%
68	7089	0.9%
75	7084	0.9%
77	7069	0.9%
76	7068	0.9%
67	7063	0.9%
Other values (450)	741613	91.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	9	< 0.1%
8	4	< 0.1%
9	8	< 0.1%
10	6	< 0.1%

Value	Count	Frequency (%)
460	49	< 0.1%
459	46	< 0.1%
458	55	< 0.1%
457	45	< 0.1%
456	51	< 0.1%
455	58	< 0.1%
454	70	< 0.1%
453	42	< 0.1%
452	60	< 0.1%
451	53	< 0.1%

hemoglobin
Real number (ℝ)

HIGH CORRELATION

Distinct	154
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.163037

Minimum	5.5
Maximum	22.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	5.5
5-th percentile	11.7
Q1	13.1
median	14.2
Q3	15.3
95-th percentile	16.5
Maximum	22.7
Range	17.2
Interquartile range (IQR)	2.2

Descriptive statistics

Standard deviation	1.5547621
Coefficient of variation (CV)	0.10977604
Kurtosis	0.65041168
Mean	14.163037
Median Absolute Deviation (MAD)	1.1
Skewness	-0.37296353
Sum	11511830
Variance	2.4172853
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13.5	19809	2.4%
13.6	19721	2.4%
13.4	19668	2.4%
13.3	19563	2.4%
13.8	19391	2.4%
14	19329	2.4%
13.7	19107	2.4%
13.9	19067	2.3%
13.2	19063	2.3%
13.1	18768	2.3%
Other values (144)	619322	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.5	9	< 0.1%
5.6	7	< 0.1%
5.7	8	< 0.1%
5.8	14	< 0.1%
5.9	10	< 0.1%
6	19	< 0.1%
6.1	16	< 0.1%
6.2	20	< 0.1%
6.3	26	< 0.1%
6.4	23	< 0.1%

Value	Count	Frequency (%)
22.7	1	< 0.1%
21.7	2	< 0.1%
21.6	2	< 0.1%
20.9	1	< 0.1%
20.5	1	< 0.1%
20.3	1	< 0.1%
20.2	2	< 0.1%
20.1	3	< 0.1%
20	2	< 0.1%
19.9	10	< 0.1%

urine_protein
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	52.7 MiB

1.0	812808

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2438424
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	812808	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	812808	100.0%

Most occurring characters

Value	Count	Frequency (%)
1	812808	33.3%
.	812808	33.3%
0	812808	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1625616	66.7%
Other Punctuation	812808	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	812808	50.0%
0	812808	50.0%

Other Punctuation

Value	Count	Frequency (%)
.	812808	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2438424	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	812808	33.3%
.	812808	33.3%
0	812808	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2438424	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	812808	33.3%
.	812808	33.3%
0	812808	33.3%

serum_creatinine
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.84348776

Minimum	0.1
Maximum	2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.6
Q1	0.7
median	0.8
Q3	1
95-th percentile	1.2
Maximum	2
Range	1.9
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.19596075
Coefficient of variation (CV)	0.23232198
Kurtosis	0.51428834
Mean	0.84348776
Median Absolute Deviation (MAD)	0.1
Skewness	0.39821114
Sum	685593.6
Variance	0.038400616
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0.8	161910	19.9%
0.9	146637	18.0%
0.7	139270	17.1%
1	112728	13.9%
0.6	94323	11.6%
1.1	68637	8.4%
0.5	33614	4.1%
1.2	31549	3.9%
1.3	11248	1.4%
0.4	5125	0.6%
Other values (10)	7767	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	339	< 0.1%
0.2	79	< 0.1%
0.3	474	0.1%
0.4	5125	0.6%
0.5	33614	4.1%
0.6	94323	11.6%
0.7	139270	17.1%
0.8	161910	19.9%
0.9	146637	18.0%
1	112728	13.9%

Value	Count	Frequency (%)
2	104	< 0.1%
1.9	122	< 0.1%
1.8	282	< 0.1%
1.7	361	< 0.1%
1.6	668	0.1%
1.5	1476	0.2%
1.4	3862	0.5%
1.3	11248	1.4%
1.2	31549	3.9%
1.1	68637	8.4%

SGOT_AST
Real number (ℝ)

HIGH CORRELATION

Distinct	59
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.585759

Minimum	1
Maximum	59
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	1
5-th percentile	14
Q1	19
median	22
Q3	27
95-th percentile	38
Maximum	59
Range	58
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	7.3968447
Coefficient of variation (CV)	0.31361486
Kurtosis	2.5117214
Mean	23.585759
Median Absolute Deviation (MAD)	4
Skewness	1.3079106
Sum	19170694
Variance	54.713311
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	57073	7.0%
21	55772	6.9%
19	55577	6.8%
22	53286	6.6%
18	52011	6.4%
23	49638	6.1%
24	45180	5.6%
17	44731	5.5%
25	40413	5.0%
16	36529	4.5%
Other values (49)	322598	39.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	10	< 0.1%
2	16	< 0.1%
3	12	< 0.1%
4	20	< 0.1%
5	29	< 0.1%
6	56	< 0.1%
7	109	< 0.1%
8	248	< 0.1%
9	492	0.1%
10	1472	0.2%

Value	Count	Frequency (%)
59	457	0.1%
58	500	0.1%
57	594	0.1%
56	577	0.1%
55	735	0.1%
54	713	0.1%
53	851	0.1%
52	937	0.1%
51	1051	0.1%
50	1203	0.1%

SGOT_ALT
Real number (ℝ)

HIGH CORRELATION

Distinct	78
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.41217

Minimum	1
Maximum	78
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	1
5-th percentile	10
Q1	14
median	19
Q3	27
95-th percentile	47
Maximum	78
Range	77
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	11.935693
Coefficient of variation (CV)	0.53255411
Kurtosis	3.0518213
Mean	22.41217
Median Absolute Deviation (MAD)	6
Skewness	1.5989108
Sum	18216791
Variance	142.46077
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	42207	5.2%
14	41583	5.1%
16	41444	5.1%
17	40263	5.0%
13	38944	4.8%
18	38642	4.8%
12	36474	4.5%
19	36230	4.5%
20	33510	4.1%
11	31761	3.9%
Other values (68)	431750	53.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	26	< 0.1%
2	53	< 0.1%
3	164	< 0.1%
4	503	0.1%
5	1444	0.2%
6	2855	0.4%
7	5874	0.7%
8	10977	1.4%
9	17029	2.1%
10	28437	3.5%

Value	Count	Frequency (%)
78	473	0.1%
77	442	0.1%
76	517	0.1%
75	466	0.1%
74	555	0.1%
73	570	0.1%
72	645	0.1%
71	616	0.1%
70	652	0.1%
69	689	0.1%

gamma_GTP
Real number (ℝ)

HIGH CORRELATION

Distinct	119
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.436825

Minimum	1
Maximum	119
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.4 MiB

Quantile statistics

Minimum	1
5-th percentile	10
Q1	15
median	22
Q3	35
95-th percentile	72
Maximum	119
Range	118
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	20.001477
Coefficient of variation (CV)	0.70336532
Kurtosis	3.7681075
Mean	28.436825
Median Absolute Deviation (MAD)	8
Skewness	1.8862622
Sum	23113679
Variance	400.05906
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14	36990	4.6%
15	36607	4.5%
13	35780	4.4%
16	35349	4.3%
17	33536	4.1%
12	33106	4.1%
18	31608	3.9%
19	29347	3.6%
11	28485	3.5%
20	27533	3.4%
Other values (109)	484467	59.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	14	< 0.1%
2	25	< 0.1%
3	149	< 0.1%
4	194	< 0.1%
5	545	0.1%
6	1417	0.2%
7	3153	0.4%
8	7440	0.9%
9	12801	1.6%
10	23083	2.8%

Value	Count	Frequency (%)
119	428	0.1%
118	423	0.1%
117	476	0.1%
116	443	0.1%
115	469	0.1%
114	449	0.1%
113	534	0.1%
112	490	0.1%
111	544	0.1%
110	546	0.1%

SMK_stat_type_cd
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.2 MiB

1	511760
3	164633
2	136415

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	812808
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	3
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	511760	63.0%
3	164633	20.3%
2	136415	16.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	511760	63.0%
3	164633	20.3%
2	136415	16.8%

Most occurring characters

Value	Count	Frequency (%)
1	511760	63.0%
3	164633	20.3%
2	136415	16.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	812808	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	511760	63.0%
3	164633	20.3%
2	136415	16.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	812808	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	511760	63.0%
3	164633	20.3%
2	136415	16.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	812808	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	511760	63.0%
3	164633	20.3%
2	136415	16.8%

DRK_YN
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	51.2 MiB

0	412610
1	400198

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	812808
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	412610	50.8%
1	400198	49.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	412610	50.8%
1	400198	49.2%

Most occurring characters

Value	Count	Frequency (%)
0	412610	50.8%
1	400198	49.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	812808	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	412610	50.8%
1	400198	49.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	812808	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	412610	50.8%
1	400198	49.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	812808	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	412610	50.8%
1	400198	49.2%

Auto

Heatmap
Table

	age	height	weight	waistline	sight_left	sight_right	SBP	DBP	BLDS	tot_chole	HDL_chole	LDL_chole	triglyceride	hemoglobin	serum_creatinine	SGOT_AST	SGOT_ALT	gamma_GTP	sex	SMK_stat_type_cd	DRK_YN
age	1.000	-0.375	-0.147	0.181	-0.373	-0.367	0.264	0.141	0.248	0.073	-0.120	0.084	0.155	-0.162	-0.012	0.244	0.105	0.076	0.128	0.136	0.285
height	-0.375	1.000	0.677	0.341	0.269	0.271	0.057	0.106	0.039	-0.044	-0.193	-0.016	0.129	0.588	0.481	0.057	0.230	0.316	0.751	0.362	0.363
weight	-0.147	0.677	1.000	0.781	0.164	0.165	0.268	0.270	0.191	0.046	-0.350	0.081	0.334	0.541	0.433	0.181	0.426	0.454	0.608	0.290	0.258
waistline	0.181	0.341	0.781	1.000	-0.012	-0.009	0.348	0.299	0.264	0.076	-0.382	0.104	0.402	0.392	0.316	0.249	0.444	0.461	0.437	0.210	0.114
sight_left	-0.373	0.269	0.164	-0.012	1.000	0.726	-0.087	-0.019	-0.074	0.003	0.005	0.003	-0.015	0.176	0.098	-0.051	0.031	0.044	0.174	0.085	0.156
sight_right	-0.367	0.271	0.165	-0.009	0.726	1.000	-0.083	-0.016	-0.072	0.003	0.001	0.005	-0.012	0.178	0.102	-0.049	0.033	0.046	0.179	0.086	0.154
SBP	0.264	0.057	0.268	0.348	-0.087	-0.083	1.000	0.728	0.229	0.073	-0.140	0.054	0.240	0.187	0.131	0.190	0.226	0.267	0.207	0.095	0.052
DBP	0.141	0.106	0.270	0.299	-0.019	-0.016	0.728	1.000	0.184	0.104	-0.118	0.080	0.232	0.238	0.138	0.165	0.219	0.272	0.198	0.097	0.080
BLDS	0.248	0.039	0.191	0.264	-0.074	-0.072	0.229	0.184	1.000	0.055	-0.134	0.033	0.235	0.118	0.121	0.122	0.203	0.245	0.133	0.082	0.037
tot_chole	0.073	-0.044	0.046	0.076	0.003	0.003	0.073	0.104	0.055	1.000	0.167	0.899	0.266	0.089	0.026	0.102	0.118	0.148	0.049	0.022	0.046
HDL_chole	-0.120	-0.193	-0.350	-0.382	0.005	0.001	-0.140	-0.118	-0.134	0.167	1.000	-0.061	-0.465	-0.247	-0.227	-0.093	-0.251	-0.224	0.299	0.142	0.053
LDL_chole	0.084	-0.016	0.081	0.104	0.003	0.005	0.054	0.080	0.033	0.899	-0.061	1.000	0.132	0.101	0.057	0.074	0.108	0.097	0.041	0.023	0.053
triglyceride	0.155	0.129	0.334	0.402	-0.015	-0.012	0.240	0.232	0.235	0.266	-0.465	0.132	1.000	0.275	0.180	0.184	0.335	0.417	0.234	0.156	0.075
hemoglobin	-0.162	0.588	0.541	0.392	0.176	0.178	0.187	0.238	0.118	0.089	-0.247	0.101	0.275	1.000	0.486	0.217	0.404	0.461	0.717	0.348	0.292
serum_creatinine	-0.012	0.481	0.433	0.316	0.098	0.102	0.131	0.138	0.121	0.026	-0.227	0.057	0.180	0.486	1.000	0.178	0.253	0.332	0.614	0.271	0.193
SGOT_AST	0.244	0.057	0.181	0.249	-0.051	-0.049	0.190	0.165	0.122	0.102	-0.093	0.074	0.184	0.217	0.178	1.000	0.699	0.401	0.199	0.091	0.033
SGOT_ALT	0.105	0.230	0.426	0.444	0.031	0.033	0.226	0.219	0.203	0.118	-0.251	0.108	0.335	0.404	0.253	0.699	1.000	0.581	0.351	0.164	0.071
gamma_GTP	0.076	0.316	0.454	0.461	0.044	0.046	0.267	0.272	0.245	0.148	-0.224	0.097	0.417	0.461	0.332	0.401	0.581	1.000	0.453	0.268	0.277
sex	0.128	0.751	0.608	0.437	0.174	0.179	0.207	0.198	0.133	0.049	0.299	0.041	0.234	0.717	0.614	0.199	0.351	0.453	1.000	0.641	0.354
SMK_stat_type_cd	0.136	0.362	0.290	0.210	0.085	0.086	0.095	0.097	0.082	0.022	0.142	0.023	0.156	0.348	0.271	0.091	0.164	0.268	0.641	1.000	0.349
DRK_YN	0.285	0.363	0.258	0.114	0.156	0.154	0.052	0.080	0.037	0.046	0.053	0.053	0.075	0.292	0.193	0.033	0.071	0.277	0.354	0.349	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	sex	age	height	weight	waistline	sight_left	sight_right	hear_left	hear_right	SBP	DBP	BLDS	tot_chole	HDL_chole	LDL_chole	triglyceride	hemoglobin	urine_protein	serum_creatinine	SGOT_AST	SGOT_ALT	gamma_GTP	SMK_stat_type_cd	DRK_YN
0	1	35	170	75.0	90.0	1.0	1.0	1.0	1.0	120.0	80.0	99.0	193.0	48.0	126.0	92.0	17.1	1.0	1.0	21.0	35.0	40.0	1	1
1	1	30	180	80.0	89.0	0.9	1.2	1.0	1.0	130.0	82.0	106.0	228.0	55.0	148.0	121.0	15.8	1.0	0.9	20.0	36.0	27.0	3	0
2	1	40	165	75.0	91.0	1.2	1.5	1.0	1.0	120.0	70.0	98.0	136.0	41.0	74.0	104.0	15.8	1.0	0.9	47.0	32.0	68.0	1	0
3	1	50	175	80.0	91.0	1.5	1.2	1.0	1.0	145.0	87.0	95.0	201.0	76.0	104.0	106.0	17.6	1.0	1.1	29.0	34.0	18.0	1	0
4	1	50	165	60.0	80.0	1.0	1.2	1.0	1.0	138.0	82.0	101.0	199.0	61.0	117.0	104.0	13.8	1.0	0.8	19.0	12.0	25.0	1	0
6	0	45	150	55.0	69.0	0.5	0.4	1.0	1.0	101.0	58.0	89.0	196.0	66.0	115.0	75.0	12.3	1.0	0.8	19.0	12.0	12.0	1	0
7	1	35	175	65.0	84.2	1.2	1.0	1.0	1.0	132.0	80.0	94.0	185.0	58.0	107.0	101.0	14.4	1.0	0.8	18.0	18.0	35.0	3	1
8	1	55	170	75.0	84.0	1.2	0.9	1.0	1.0	145.0	85.0	104.0	217.0	56.0	141.0	100.0	15.1	1.0	0.8	32.0	23.0	26.0	1	1
9	1	40	175	75.0	82.0	1.5	1.5	1.0	1.0	132.0	105.0	100.0	195.0	60.0	118.0	83.0	13.9	1.0	0.9	21.0	38.0	16.0	2	1
10	1	45	155	55.0	79.2	1.0	1.0	1.0	1.0	118.0	70.0	90.0	183.0	42.0	130.0	55.0	12.9	1.0	0.8	19.0	14.0	19.0	1	0

	sex	age	height	weight	waistline	sight_left	sight_right	hear_left	hear_right	SBP	DBP	BLDS	tot_chole	HDL_chole	LDL_chole	triglyceride	hemoglobin	urine_protein	serum_creatinine	SGOT_AST	SGOT_ALT	gamma_GTP	SMK_stat_type_cd	DRK_YN
991336	1	80	170	60.0	74.0	1.0	0.9	1.0	1.0	139.0	83.0	109.0	171.0	75.0	84.0	57.0	12.0	1.0	1.2	18.0	11.0	15.0	2	1
991337	0	35	165	70.0	81.0	1.0	1.0	1.0	1.0	113.0	69.0	81.0	173.0	63.0	92.0	88.0	13.3	1.0	0.7	20.0	17.0	12.0	1	0
991338	1	20	175	65.0	74.5	1.0	1.5	1.0	1.0	105.0	70.0	87.0	211.0	72.0	120.0	92.0	15.4	1.0	0.8	25.0	26.0	50.0	2	1
991339	1	70	165	60.0	78.0	0.9	0.8	1.0	1.0	137.0	78.0	93.0	167.0	57.0	89.0	105.0	16.1	1.0	1.0	23.0	13.0	32.0	1	1
991340	0	50	150	50.0	72.6	1.0	1.0	1.0	1.0	116.0	74.0	108.0	178.0	48.0	105.0	125.0	15.2	1.0	0.8	28.0	26.0	29.0	1	0
991341	1	45	175	80.0	92.1	1.5	1.5	1.0	1.0	114.0	80.0	88.0	198.0	46.0	125.0	132.0	15.0	1.0	1.0	26.0	36.0	27.0	1	0
991342	1	35	170	75.0	86.0	1.0	1.5	1.0	1.0	119.0	83.0	83.0	133.0	40.0	84.0	45.0	15.8	1.0	1.1	14.0	17.0	15.0	1	0
991343	0	40	155	50.0	68.0	1.0	0.7	1.0	1.0	110.0	70.0	90.0	205.0	96.0	77.0	157.0	14.3	1.0	0.8	30.0	27.0	17.0	3	1
991344	1	25	175	60.0	72.0	1.5	1.0	1.0	1.0	119.0	74.0	69.0	122.0	38.0	73.0	53.0	14.5	1.0	0.8	21.0	14.0	17.0	1	0
991345	1	50	160	70.0	90.5	1.0	1.5	1.0	1.0	133.0	79.0	99.0	225.0	39.0	153.0	163.0	15.8	1.0	0.9	24.0	43.0	36.0	3	1

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common